{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "263fc018-0593-4f6b-b56e-98b0c4aaa48b",
   "metadata": {},
   "source": [
    "# Using EfficientNetV2 in PyTorch and TorchVision"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5511da8-596a-4c50-a647-38129cb221a1",
   "metadata": {},
   "source": [
    "TorchVision v 0.13 [added EfficientNetV2](https://pytorch.org/vision/main/models/generated/torchvision.models.efficientnet_v2_l.html#torchvision.models.efficientnet_v2_l) to its library along with ImageNet weights to use it as a pre-trained model.\n",
    "\n",
    "Here is a quick usage example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "28fc3404-4f52-4068-9868-a3b7ac403556",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch      : 1.12.0\n",
      "torchvision: 0.13.0\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -p torch,torchvision"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2a180296-0039-4d8e-a0e1-a33b97fe3f03",
   "metadata": {},
   "outputs": [],
   "source": [
    "from torchvision.models import efficientnet_v2_l, EfficientNet_V2_L_Weights\n",
    "\n",
    "model = efficientnet_v2_l(weights=EfficientNet_V2_L_Weights.IMAGENET1K_V1)\n",
    "model.eval();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "19d8da80-cb48-4dee-bd2c-e6968a13726f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "img = Image.open('data/cat/cat.jpeg')\n",
    "plt.imshow(img);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2660bda0-c43a-459f-ac53-c7ca87122201",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "281"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import torch\n",
    "\n",
    "preprocessor = EfficientNet_V2_L_Weights.IMAGENET1K_V1.transforms()\n",
    "img_t = preprocessor(img)\n",
    "\n",
    "logits = model(img_t.unsqueeze(0))\n",
    "label = torch.argmax(logits).item()\n",
    "label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "62b65d6a-3559-40e8-b32c-086879ff2dab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'tabby, tabby cat'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from imagenet_int_to_label import int_to_label  # see local file\n",
    "\n",
    "int_to_label[label]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c48b0dc2-fb07-429b-8118-a63b086dd65f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
